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Secure Exxelia AI Chat (RAG)

Secure In-House AI Chat (RAG-Powered) for Exxelia: Enabling AI Capabilities While Ensuring Data Confidentiality

Developed a secure, internal AI chat platform using Retool, JavaScript, and open-source LLMs (via Groq) with RAG connected to Exxelia's product catalogues, in direct response to a management ban on external AI tools, ensuring full data control and interaction tracking.

Retool | JavaScript | PostgreSQL (hosted on Retool) | Open-source LLMs (e.g., Llama) | Groq API | Retool RAG (Retrieval-Augmented Generation) solution using Vector Database

Successfully navigated a company-wide prohibition on external AI tools by architecting a secure, internal alternative. Addressed paramount concerns regarding data security, confidentiality of industrial secrets, and intellectual property by building a closed-system AI chat. This solution empowers employees with AI-driven insights from company product catalogues while maintaining stringent control over data access and usage, complete with comprehensive interaction tracking and security protocols.

✦ My Process

In-depth Audit

I begin with a data-driven audit to understand your business, systems, and goals.

Strategy and Planning

I craft a tailored plan focused on impactful, goal-aligned solutions.

Integration

I implement and integrate the solution seamlessly into your workflows.

Key Features

Built using the Retool low-code platform, incorporating custom JavaScript, a PostgreSQL database, and Retool's vector database for robust RAG functionality.

Leverages open-source language models (e.g., Llama) via the Groq API, enhanced with Retrieval Augmented Generation (RAG) querying Exxelia’s internal product catalogues stored and accessed via the Retool vector database.

Engineered with high-priority security measures, including the disabling of copy-paste functions and the prevention of document or screenshot uploads.

Implements comprehensive tracking of all user interactions and queries to ensure advanced monitoring and prevent potential data leaks.

Features a mandatory consent page upon entry, clearly outlining user responsibilities regarding data security and confidential information.

Provides a compliant and secure environment for employees to utilize AI capabilities for product information and other internal queries.

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